Marketing · Official remote MCP server

The Moltline Vision Maths MCP server,
connected in one click.

Image header probing, bbox conversion, resize plans and colour maths. 4 of 6 free. Connect the official Moltline Vision Maths MCP server to Claude, ChatGPT, or Cursor through gate — one gateway URL, no config files, security-checked.

Connect Moltline Vision Maths free How it works

Free to start · No credit card · No hosting needed

Use this server

Add Moltline Vision Maths to your AI in one minute

Pick your client. Copy, paste, done — or let gate handle sign-ins and policies for you.

claude mcp add --transport http moltline-vision-maths https://mcp.moltlinestudio.com/vision

Run in your terminal, then restart Claude Code.

Moltline Vision Maths · https://mcp.moltlinestudio.com/vision

What you can do

What your AI can do with Moltline Vision Maths

Real prompts you can type the moment it's connected — no setup, no docs to read.

“Use “image_probe”: Read an image's format and pixel size from its header alone. FREE. Dimensions live in the first few dozen bytes of PNG, JPEG, GIF, BMP and.”

“Use “bbox_convert”: Convert bounding boxes between COCO, Pascal VOC and YOLO. FREE. The three formats disagree on everything: COCO is [x, y, width, height], VO.”

“Use “resize_plan”: Work out the exact scale, padding and crop for a model input size. FREE. Returns the numbers you need to transform boxes alongside the imag.”

“Use “colour_check”: Check a colour pair against the WCAG contrast thresholds. FREE. Uses the WCAG 2 relative-luminance formula, so the number matches what an a.”

Security check

How secure is the Moltline Vision Maths MCP server?

Every server in the gate directory has to pass the same four checks before your AI can touch it. Here's how Moltline Vision Maths holds up.

✓ Verified directory serverMoltline Vision Maths · moltlinestudio.com

Official endpoint

Operated by Moltline Vision Maths (moltlinestudio.com) at its documented MCP endpoint — not a third-party mirror or community re-host.

No sign-in needed

This server only exposes public data — no account and no credentials are involved when you connect.

Scanned before it goes live

gate checks every tool for prompt injection, hidden instructions, data-exfiltration hints, and over-broad permissions before the server is available through your gateway.

Watched for drift

If Moltline Vision Maths adds or changes tools later, gate re-scans and alerts you — before your AI acts on the change.

Run the free scanner on Moltline Vision Maths's server →

How it works

Connected in three steps

Connect your gate

Add one gateway URL to Claude, ChatGPT, or any MCP client. One-time setup, about two minutes.

Pick Moltline Vision Maths

Choose Moltline Vision Maths in the gate directory. No sign-in needed.

Use it anywhere

Moltline Vision Maths's tools are live in every AI client you've connected — with rules and logging built in.

Connect Moltline Vision Maths free

Free to start · No credit card · No hosting needed

Straight from the server

The actual tools Moltline Vision Maths exposes

Fetched live from the official endpoint and re-checked daily by gate — not marketing copy.

image_probe — Read an image's format and pixel size from its header alone. FREE. Dimensions live in the first few dozen bytes of PNG, JPEG, GIF, BMP and

bbox_convert — Convert bounding boxes between COCO, Pascal VOC and YOLO. FREE. The three formats disagree on everything: COCO is [x, y, width, height], VO

resize_plan — Work out the exact scale, padding and crop for a model input size. FREE. Returns the numbers you need to transform boxes alongside the imag

colour_check — Check a colour pair against the WCAG contrast thresholds. FREE. Uses the WCAG 2 relative-luminance formula, so the number matches what an a

nms — Remove duplicate detections of the same object. PREMIUM (license). Greedy non-maximum suppression: keep the highest-scoring box, drop every

detection_metrics — Score detections against ground truth and show the working. PREMIUM (license). Greedy matching at the IoU threshold, highest-confidence pre

Author

Who runs the Moltline Vision Maths MCP server?

moltlinestudio.com

Homepage More servers from moltlinestudio.com →

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Server facts

The Moltline Vision Maths MCP server at a glance

Endpointhttps://mcp.moltlinestudio.com/vision

Operated byMoltline Vision Maths (moltlinestudio.com)

CategoryMarketing

Sign-inNone — public data only

Available in gateYes — one-click connect

Works withClaude, ChatGPT, Cursor & any MCP client

FAQ

Questions, answered

Is there an official Moltline Vision Maths MCP server?

Yes — Moltline Vision Maths operates its own remote MCP server at mcp.moltlinestudio.com. gate connects you to that official endpoint and adds security scanning, per-tool access rules, and an activity log on top.

How do I connect Moltline Vision Maths to Claude or ChatGPT?

Add gate's gateway URL to your AI client once, then pick Moltline Vision Maths in the directory. No account or sign-in is needed. From then on, Moltline Vision Maths's tools are available in every client you've connected to gate.

Do I need to host anything?

No. Moltline Vision Maths runs the server, and gate is fully managed. You just connect one URL — there's nothing to install, deploy, or maintain.

Is the Moltline Vision Maths MCP server safe to connect?

It's the vendor's official endpoint, and gate scans its tools for prompt injection and hidden instructions before it goes live, re-checks it whenever it changes, and lets you allow, block, or require approval for every single tool.